Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 661 |
| Missing cells (%) | 3.1% |
| Duplicate rows | 3 |
| Duplicate rows (%) | 0.3% |
| Total size in memory | 164.2 KiB |
| Average record size in memory | 168.1 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 9 |
| Categorical | 9 |
| DateTime | 1 |
| Boolean | 1 |
| Dataset has 3 (0.3%) duplicate rows | Duplicates |
10k Running Time Prediction is highly overall correlated with Age of customer and 1 other fields | High correlation |
Age of customer is highly overall correlated with 10k Running Time Prediction and 1 other fields | High correlation |
Biking Hours per Week is highly overall correlated with Calories Burned per Week and 1 other fields | High correlation |
Calories Burned per Week is highly overall correlated with Biking Hours per Week and 2 other fields | High correlation |
Ctry is highly overall correlated with Town | High correlation |
Running Hours per Week is highly overall correlated with Calories Burned per Week and 1 other fields | High correlation |
Total Training Hours per Week is highly overall correlated with Biking Hours per Week and 2 other fields | High correlation |
Town is highly overall correlated with Ctry | High correlation |
VO2 Max is highly overall correlated with 10k Running Time Prediction and 1 other fields | High correlation |
ID has 22 (2.2%) missing values | Missing |
Age of customer has 22 (2.2%) missing values | Missing |
Sex has 22 (2.2%) missing values | Missing |
Ctry has 22 (2.2%) missing values | Missing |
Town has 61 (6.1%) missing values | Missing |
Swimming Hours per Week has 22 (2.2%) missing values | Missing |
Biking Hours per Week has 46 (4.6%) missing values | Missing |
Running Hours per Week has 22 (2.2%) missing values | Missing |
Total Training Hours per Week has 22 (2.2%) missing values | Missing |
VO2 Max has 25 (2.5%) missing values | Missing |
10k Running Time Prediction has 22 (2.2%) missing values | Missing |
Calories Burned per Week has 41 (4.1%) missing values | Missing |
Support Cases of Customer has 22 (2.2%) missing values | Missing |
Customer Years has 22 (2.2%) missing values | Missing |
Most current software update has 23 (2.3%) missing values | Missing |
Goal of Training has 50 (5.0%) missing values | Missing |
Preferred Training Daytime has 46 (4.6%) missing values | Missing |
Subscription Type has 23 (2.3%) missing values | Missing |
Color of Watch has 54 (5.4%) missing values | Missing |
Synchronisation has 50 (5.0%) missing values | Missing |
User of latest model has 22 (2.2%) missing values | Missing |
Swimming Hours per Week has 69 (6.9%) zeros | Zeros |
Biking Hours per Week has 29 (2.9%) zeros | Zeros |
Running Hours per Week has 41 (4.1%) zeros | Zeros |
Customer Years has 149 (14.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-01-24 20:01:25.352576 |
|---|---|
| Analysis finished | 2025-01-24 20:01:28.431551 |
| Duration | 3.08 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
ID
Text
Missing
| Distinct | 971 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 22 |
| Missing (%) | 2.2% |
| Memory size | 7.9 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Unique
| Unique | 964 ? |
|---|---|
| Unique (%) | 98.6% |
Sample
| 1st row | C0001 |
|---|---|
| 2nd row | C0003 |
| 3rd row | C0004 |
| 4th row | C0005 |
| 5th row | C0006 |
| Value | Count | Frequency (%) |
| c0482 | 2 | 0.2% |
| c0568 | 2 | 0.2% |
| c0641 | 2 | 0.2% |
| c0059 | 2 | 0.2% |
| c0640 | 2 | 0.2% |
| c0708 | 2 | 0.2% |
| c0942 | 2 | 0.2% |
| c0009 | 1 | 0.1% |
| c0014 | 1 | 0.1% |
| c0013 | 1 | 0.1% |
| Other values (961) | 961 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1268 | |
| C | 978 | |
| 6 | 300 | 6.1% |
| 8 | 296 | 6.1% |
| 5 | 296 | 6.1% |
| 2 | 295 | 6.0% |
| 9 | 295 | 6.0% |
| 3 | 293 | 6.0% |
| 1 | 292 | 6.0% |
| 4 | 291 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4890 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1268 | |
| C | 978 | |
| 6 | 300 | 6.1% |
| 8 | 296 | 6.1% |
| 5 | 296 | 6.1% |
| 2 | 295 | 6.0% |
| 9 | 295 | 6.0% |
| 3 | 293 | 6.0% |
| 1 | 292 | 6.0% |
| 4 | 291 | 6.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4890 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1268 | |
| C | 978 | |
| 6 | 300 | 6.1% |
| 8 | 296 | 6.1% |
| 5 | 296 | 6.1% |
| 2 | 295 | 6.0% |
| 9 | 295 | 6.0% |
| 3 | 293 | 6.0% |
| 1 | 292 | 6.0% |
| 4 | 291 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4890 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1268 | |
| C | 978 | |
| 6 | 300 | 6.1% |
| 8 | 296 | 6.1% |
| 5 | 296 | 6.1% |
| 2 | 295 | 6.0% |
| 9 | 295 | 6.0% |
| 3 | 293 | 6.0% |
| 1 | 292 | 6.0% |
| 4 | 291 | 6.0% |
Age of customer
Real number (ℝ)
High correlation Missing
| Distinct | 48 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 22 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.529652 |
| Minimum | -1 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 10 |
| Negative (%) | 1.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 29 |
| median | 41 |
| Q3 | 53 |
| 95-th percentile | 62 |
| Maximum | 64 |
| Range | 65 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 14.07218 |
|---|---|
| Coefficient of variation (CV) | 0.34720702 |
| Kurtosis | -0.70657215 |
| Mean | 40.529652 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.20584005 |
| Sum | 39638 |
| Variance | 198.02624 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 43 | 32 | 3.2% |
| 19 | 32 | 3.2% |
| 56 | 30 | 3.0% |
| 22 | 29 | 2.9% |
| 33 | 28 | 2.8% |
| 35 | 26 | 2.6% |
| 52 | 25 | 2.5% |
| 30 | 25 | 2.5% |
| 46 | 24 | 2.4% |
| 62 | 23 | 2.3% |
| Other values (38) | 704 |
| Value | Count | Frequency (%) |
| -1 | 10 | 1.0% |
| 18 | 16 | |
| 19 | 32 | |
| 20 | 23 | |
| 21 | 11 | 1.1% |
| 22 | 29 | |
| 23 | 20 | |
| 24 | 17 | |
| 25 | 16 | |
| 26 | 20 |
| Value | Count | Frequency (%) |
| 64 | 15 | |
| 63 | 20 | |
| 62 | 23 | |
| 61 | 16 | |
| 60 | 19 | |
| 59 | 22 | |
| 58 | 21 | |
| 57 | 15 | |
| 56 | 30 | |
| 55 | 23 |
Sex
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 22 |
| Missing (%) | 2.2% |
| Memory size | 7.9 KiB |
| Male | |
|---|---|
| Female | |
| Other |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.9744376 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Other |
|---|---|
| 2nd row | Other |
| 3rd row | Other |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 345 | |
| Female | 320 | |
| Other | 313 | |
| (Missing) | 22 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 345 | |
| female | 320 | |
| other | 313 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1298 | |
| a | 665 | |
| l | 665 | |
| M | 345 | 7.1% |
| F | 320 | 6.6% |
| m | 320 | 6.6% |
| O | 313 | 6.4% |
| t | 313 | 6.4% |
| h | 313 | 6.4% |
| r | 313 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4865 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1298 | |
| a | 665 | |
| l | 665 | |
| M | 345 | 7.1% |
| F | 320 | 6.6% |
| m | 320 | 6.6% |
| O | 313 | 6.4% |
| t | 313 | 6.4% |
| h | 313 | 6.4% |
| r | 313 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4865 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1298 | |
| a | 665 | |
| l | 665 | |
| M | 345 | 7.1% |
| F | 320 | 6.6% |
| m | 320 | 6.6% |
| O | 313 | 6.4% |
| t | 313 | 6.4% |
| h | 313 | 6.4% |
| r | 313 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4865 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1298 | |
| a | 665 | |
| l | 665 | |
| M | 345 | 7.1% |
| F | 320 | 6.6% |
| m | 320 | 6.6% |
| O | 313 | 6.4% |
| t | 313 | 6.4% |
| h | 313 | 6.4% |
| r | 313 | 6.4% |
Ctry
Categorical
High correlation Missing
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 22 |
| Missing (%) | 2.2% |
| Memory size | 7.9 KiB |
| Australia | |
|---|---|
| USA | |
| UK | |
| India | |
| Germany | |
| Other values (2) |
Length
| Max length | 11 |
|---|---|
| Median length | 7 |
| Mean length | 5.2546012 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | UK |
|---|---|
| 2nd row | Australia |
| 3rd row | India |
| 4th row | Germany |
| 5th row | India |
Common Values
| Value | Count | Frequency (%) |
| Australia | 200 | |
| USA | 199 | |
| UK | 191 | |
| India | 186 | |
| Germany | 179 | |
| Germayn | 19 | 1.9% |
| UnknownLand | 4 | 0.4% |
| (Missing) | 22 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| australia | 200 | |
| usa | 199 | |
| uk | 191 | |
| india | 186 | |
| germany | 179 | |
| germayn | 19 | 1.9% |
| unknownland | 4 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 788 | |
| n | 400 | 7.8% |
| A | 399 | 7.8% |
| r | 398 | 7.7% |
| U | 394 | 7.7% |
| i | 386 | 7.5% |
| t | 200 | 3.9% |
| l | 200 | 3.9% |
| u | 200 | 3.9% |
| s | 200 | 3.9% |
| Other values (12) | 1574 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5139 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 788 | |
| n | 400 | 7.8% |
| A | 399 | 7.8% |
| r | 398 | 7.7% |
| U | 394 | 7.7% |
| i | 386 | 7.5% |
| t | 200 | 3.9% |
| l | 200 | 3.9% |
| u | 200 | 3.9% |
| s | 200 | 3.9% |
| Other values (12) | 1574 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5139 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 788 | |
| n | 400 | 7.8% |
| A | 399 | 7.8% |
| r | 398 | 7.7% |
| U | 394 | 7.7% |
| i | 386 | 7.5% |
| t | 200 | 3.9% |
| l | 200 | 3.9% |
| u | 200 | 3.9% |
| s | 200 | 3.9% |
| Other values (12) | 1574 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5139 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 788 | |
| n | 400 | 7.8% |
| A | 399 | 7.8% |
| r | 398 | 7.7% |
| U | 394 | 7.7% |
| i | 386 | 7.5% |
| t | 200 | 3.9% |
| l | 200 | 3.9% |
| u | 200 | 3.9% |
| s | 200 | 3.9% |
| Other values (12) | 1574 |
Town
Categorical
High correlation Missing
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 61 |
| Missing (%) | 6.1% |
| Memory size | 7.9 KiB |
| Berlin | |
|---|---|
| New York | |
| Birmingham | |
| Melbourne | |
| Bangalore | |
| Other values (10) |
Length
| Max length | 11 |
|---|---|
| Median length | 9 |
| Mean length | 7.6304579 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Birmingham |
|---|---|
| 2nd row | Sydney |
| 3rd row | Bangalore |
| 4th row | Munich |
| 5th row | Mumbai |
Common Values
| Value | Count | Frequency (%) |
| Berlin | 76 | 7.6% |
| New York | 72 | 7.2% |
| Birmingham | 70 | 7.0% |
| Melbourne | 70 | 7.0% |
| Bangalore | 64 | 6.4% |
| Chicago | 64 | 6.4% |
| Brisbane | 63 | 6.3% |
| Sydney | 60 | 6.0% |
| Munich | 60 | 6.0% |
| Mumbai | 59 | 5.9% |
| Other values (5) | 281 | |
| (Missing) | 61 | 6.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| berlin | 76 | 7.1% |
| york | 72 | 6.7% |
| new | 72 | 6.7% |
| birmingham | 70 | 6.6% |
| melbourne | 70 | 6.6% |
| bangalore | 64 | 6.0% |
| chicago | 64 | 6.0% |
| brisbane | 63 | 5.9% |
| munich | 60 | 5.6% |
| sydney | 60 | 5.6% |
| Other values (7) | 396 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 759 | 10.6% |
| n | 681 | 9.5% |
| r | 532 | 7.4% |
| i | 518 | 7.2% |
| a | 501 | 7.0% |
| o | 430 | 6.0% |
| l | 322 | 4.5% |
| g | 313 | 4.4% |
| h | 308 | 4.3% |
| B | 273 | 3.8% |
| Other values (20) | 2528 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7165 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 759 | 10.6% |
| n | 681 | 9.5% |
| r | 532 | 7.4% |
| i | 518 | 7.2% |
| a | 501 | 7.0% |
| o | 430 | 6.0% |
| l | 322 | 4.5% |
| g | 313 | 4.4% |
| h | 308 | 4.3% |
| B | 273 | 3.8% |
| Other values (20) | 2528 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7165 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 759 | 10.6% |
| n | 681 | 9.5% |
| r | 532 | 7.4% |
| i | 518 | 7.2% |
| a | 501 | 7.0% |
| o | 430 | 6.0% |
| l | 322 | 4.5% |
| g | 313 | 4.4% |
| h | 308 | 4.3% |
| B | 273 | 3.8% |
| Other values (20) | 2528 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7165 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 759 | 10.6% |
| n | 681 | 9.5% |
| r | 532 | 7.4% |
| i | 518 | 7.2% |
| a | 501 | 7.0% |
| o | 430 | 6.0% |
| l | 322 | 4.5% |
| g | 313 | 4.4% |
| h | 308 | 4.3% |
| B | 273 | 3.8% |
| Other values (20) | 2528 |
Swimming Hours per Week
Real number (ℝ)
Missing Zeros
| Distinct | 440 |
|---|---|
| Distinct (%) | 45.0% |
| Missing | 22 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2261963 |
| Minimum | 0 |
|---|---|
| Maximum | 9.97 |
| Zeros | 69 |
| Zeros (%) | 6.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.02 |
| median | 2.02 |
| Q3 | 3.1875 |
| 95-th percentile | 5.2015 |
| Maximum | 9.97 |
| Range | 9.97 |
| Interquartile range (IQR) | 2.1675 |
Descriptive statistics
| Standard deviation | 1.5952543 |
|---|---|
| Coefficient of variation (CV) | 0.71658294 |
| Kurtosis | 0.69797561 |
| Mean | 2.2261963 |
| Median Absolute Deviation (MAD) | 1.085 |
| Skewness | 0.79058962 |
| Sum | 2177.22 |
| Variance | 2.5448363 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 69 | 6.9% |
| 1.56 | 7 | 0.7% |
| 1.37 | 6 | 0.6% |
| 2.2 | 5 | 0.5% |
| 1.75 | 5 | 0.5% |
| 1.03 | 5 | 0.5% |
| 1.98 | 5 | 0.5% |
| 1.46 | 5 | 0.5% |
| 1.66 | 5 | 0.5% |
| 3.2 | 5 | 0.5% |
| Other values (430) | 861 | |
| (Missing) | 22 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 69 | |
| 0.01 | 1 | 0.1% |
| 0.04 | 1 | 0.1% |
| 0.06 | 2 | 0.2% |
| 0.07 | 1 | 0.1% |
| 0.08 | 2 | 0.2% |
| 0.09 | 1 | 0.1% |
| 0.1 | 1 | 0.1% |
| 0.11 | 1 | 0.1% |
| 0.12 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 9.97 | 1 | |
| 8.54 | 1 | |
| 7.92 | 1 | |
| 7.61 | 1 | |
| 7.58 | 1 | |
| 6.98 | 1 | |
| 6.92 | 2 | |
| 6.69 | 1 | |
| 6.67 | 1 | |
| 6.59 | 1 |
Biking Hours per Week
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 649 |
|---|---|
| Distinct (%) | 68.0% |
| Missing | 46 |
| Missing (%) | 4.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.529109 |
| Minimum | 0 |
|---|---|
| Maximum | 16.11 |
| Zeros | 29 |
| Zeros (%) | 2.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.556 |
| Q1 | 2.7675 |
| median | 5.11 |
| Q3 | 7.87 |
| 95-th percentile | 11.668 |
| Maximum | 16.11 |
| Range | 16.11 |
| Interquartile range (IQR) | 5.1025 |
Descriptive statistics
| Standard deviation | 3.4993719 |
|---|---|
| Coefficient of variation (CV) | 0.63289978 |
| Kurtosis | -0.27214715 |
| Mean | 5.529109 |
| Median Absolute Deviation (MAD) | 2.49 |
| Skewness | 0.5261631 |
| Sum | 5274.77 |
| Variance | 12.245604 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 29 | 2.9% |
| 4.56 | 6 | 0.6% |
| 3.52 | 4 | 0.4% |
| 5.3 | 4 | 0.4% |
| 4.16 | 4 | 0.4% |
| 1.66 | 4 | 0.4% |
| 8.31 | 4 | 0.4% |
| 7.11 | 4 | 0.4% |
| 1.44 | 4 | 0.4% |
| 5 | 3 | 0.3% |
| Other values (639) | 888 | |
| (Missing) | 46 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 29 | |
| 0.05 | 1 | 0.1% |
| 0.09 | 1 | 0.1% |
| 0.1 | 2 | 0.2% |
| 0.11 | 1 | 0.1% |
| 0.13 | 1 | 0.1% |
| 0.25 | 1 | 0.1% |
| 0.28 | 1 | 0.1% |
| 0.29 | 1 | 0.1% |
| 0.3 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 16.11 | 3 | |
| 16.02 | 1 | 0.1% |
| 15.67 | 1 | 0.1% |
| 15.39 | 1 | 0.1% |
| 15.34 | 1 | 0.1% |
| 15.17 | 1 | 0.1% |
| 15.03 | 1 | 0.1% |
| 14.7 | 1 | 0.1% |
| 14.69 | 1 | 0.1% |
| 14.64 | 1 | 0.1% |
Running Hours per Week
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 542 |
|---|---|
| Distinct (%) | 55.4% |
| Missing | 22 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2622188 |
| Minimum | 0 |
|---|---|
| Maximum | 11.87 |
| Zeros | 41 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.11 |
| Q1 | 1.635 |
| median | 2.93 |
| Q3 | 4.6 |
| 95-th percentile | 7.25 |
| Maximum | 11.87 |
| Range | 11.87 |
| Interquartile range (IQR) | 2.965 |
Descriptive statistics
| Standard deviation | 2.1657088 |
|---|---|
| Coefficient of variation (CV) | 0.66387601 |
| Kurtosis | 0.25569535 |
| Mean | 3.2622188 |
| Median Absolute Deviation (MAD) | 1.49 |
| Skewness | 0.69799854 |
| Sum | 3190.45 |
| Variance | 4.6902947 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 41 | 4.1% |
| 1.15 | 6 | 0.6% |
| 2.98 | 6 | 0.6% |
| 1.81 | 6 | 0.6% |
| 2.37 | 5 | 0.5% |
| 4.57 | 5 | 0.5% |
| 2.19 | 5 | 0.5% |
| 2.16 | 5 | 0.5% |
| 2.66 | 5 | 0.5% |
| 1.95 | 4 | 0.4% |
| Other values (532) | 890 | |
| (Missing) | 22 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 0.02 | 1 | 0.1% |
| 0.05 | 2 | 0.2% |
| 0.07 | 2 | 0.2% |
| 0.1 | 1 | 0.1% |
| 0.11 | 3 | 0.3% |
| 0.12 | 1 | 0.1% |
| 0.14 | 1 | 0.1% |
| 0.15 | 2 | 0.2% |
| 0.16 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 11.87 | 1 | |
| 11.42 | 1 | |
| 10.58 | 1 | |
| 10.15 | 1 | |
| 9.88 | 1 | |
| 9.45 | 1 | |
| 9.44 | 1 | |
| 9.3 | 1 | |
| 9.16 | 1 | |
| 9.12 | 1 |
Total Training Hours per Week
Real number (ℝ)
High correlation Missing
| Distinct | 732 |
|---|---|
| Distinct (%) | 74.8% |
| Missing | 22 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.446155 |
| Minimum | 0.15 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.15 |
|---|---|
| 5-th percentile | 4.06 |
| Q1 | 7.38 |
| median | 10.22 |
| Q3 | 14.0975 |
| 95-th percentile | 20.6955 |
| Maximum | 100 |
| Range | 99.85 |
| Interquartile range (IQR) | 6.7175 |
Descriptive statistics
| Standard deviation | 8.0385306 |
|---|---|
| Coefficient of variation (CV) | 0.70229088 |
| Kurtosis | 73.226449 |
| Mean | 11.446155 |
| Median Absolute Deviation (MAD) | 3.275 |
| Skewness | 6.92802 |
| Sum | 11194.34 |
| Variance | 64.617974 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.8 | 5 | 0.5% |
| 8.72 | 5 | 0.5% |
| 100 | 5 | 0.5% |
| 11.6 | 5 | 0.5% |
| 10.05 | 4 | 0.4% |
| 9.61 | 4 | 0.4% |
| 19.28 | 4 | 0.4% |
| 13.44 | 4 | 0.4% |
| 9.44 | 4 | 0.4% |
| 5.46 | 4 | 0.4% |
| Other values (722) | 934 | |
| (Missing) | 22 | 2.2% |
| Value | Count | Frequency (%) |
| 0.15 | 1 | |
| 0.45 | 1 | |
| 1.26 | 2 | |
| 1.29 | 1 | |
| 1.66 | 1 | |
| 1.67 | 1 | |
| 1.77 | 1 | |
| 1.98 | 1 | |
| 2.08 | 1 | |
| 2.24 | 1 |
| Value | Count | Frequency (%) |
| 100 | 5 | |
| 26.36 | 1 | 0.1% |
| 26.21 | 1 | 0.1% |
| 25.66 | 1 | 0.1% |
| 25.5 | 1 | 0.1% |
| 25.44 | 1 | 0.1% |
| 24.98 | 1 | 0.1% |
| 24.95 | 1 | 0.1% |
| 24.77 | 1 | 0.1% |
| 23.96 | 1 | 0.1% |
VO2 Max
Real number (ℝ)
High correlation Missing
| Distinct | 858 |
|---|---|
| Distinct (%) | 88.0% |
| Missing | 25 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.374066 |
| Minimum | 10.22 |
|---|---|
| Maximum | 247.2578 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 10.22 |
|---|---|
| 5-th percentile | 22.521 |
| Q1 | 42.07 |
| median | 53.4 |
| Q3 | 60.095 |
| 95-th percentile | 67.372 |
| Maximum | 247.2578 |
| Range | 237.0378 |
| Interquartile range (IQR) | 18.025 |
Descriptive statistics
| Standard deviation | 21.459113 |
|---|---|
| Coefficient of variation (CV) | 0.41770322 |
| Kurtosis | 47.733242 |
| Mean | 51.374066 |
| Median Absolute Deviation (MAD) | 8.03 |
| Skewness | 5.1949147 |
| Sum | 50089.715 |
| Variance | 460.49353 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 247.2578 | 7 | 0.7% |
| 57.68 | 4 | 0.4% |
| 29.83 | 3 | 0.3% |
| 58.85 | 3 | 0.3% |
| 52.57 | 3 | 0.3% |
| 58.63 | 3 | 0.3% |
| 52.24 | 3 | 0.3% |
| 57.29 | 3 | 0.3% |
| 54.56 | 3 | 0.3% |
| 65.04 | 3 | 0.3% |
| Other values (848) | 940 | |
| (Missing) | 25 | 2.5% |
| Value | Count | Frequency (%) |
| 10.22 | 1 | |
| 10.49 | 1 | |
| 10.55 | 1 | |
| 12.6 | 1 | |
| 12.73 | 1 | |
| 13.91 | 1 | |
| 13.96 | 1 | |
| 14.46 | 1 | |
| 14.47 | 1 | |
| 14.52 | 1 |
| Value | Count | Frequency (%) |
| 247.2578 | 7 | |
| 80.54 | 1 | 0.1% |
| 75.07 | 1 | 0.1% |
| 74.3 | 1 | 0.1% |
| 74.12 | 1 | 0.1% |
| 73.74 | 1 | 0.1% |
| 72.61 | 1 | 0.1% |
| 72.54 | 1 | 0.1% |
| 72.03 | 1 | 0.1% |
| 71.83 | 1 | 0.1% |
10k Running Time Prediction
Real number (ℝ)
High correlation Missing
| Distinct | 805 |
|---|---|
| Distinct (%) | 82.3% |
| Missing | 22 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.610521 |
| Minimum | 29.12 |
|---|---|
| Maximum | 67.06 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 29.12 |
|---|---|
| 5-th percentile | 35.262 |
| Q1 | 40.3025 |
| median | 43.885 |
| Q3 | 50.2575 |
| 95-th percentile | 60.0175 |
| Maximum | 67.06 |
| Range | 37.94 |
| Interquartile range (IQR) | 9.955 |
Descriptive statistics
| Standard deviation | 7.549771 |
|---|---|
| Coefficient of variation (CV) | 0.16552696 |
| Kurtosis | -0.10391685 |
| Mean | 45.610521 |
| Median Absolute Deviation (MAD) | 4.42 |
| Skewness | 0.68258758 |
| Sum | 44607.09 |
| Variance | 56.999042 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 41.72 | 4 | 0.4% |
| 39.69 | 4 | 0.4% |
| 41.74 | 4 | 0.4% |
| 41.93 | 4 | 0.4% |
| 41.14 | 4 | 0.4% |
| 45.13 | 3 | 0.3% |
| 42.88 | 3 | 0.3% |
| 37.21 | 3 | 0.3% |
| 51.15 | 3 | 0.3% |
| 45.54 | 3 | 0.3% |
| Other values (795) | 943 | |
| (Missing) | 22 | 2.2% |
| Value | Count | Frequency (%) |
| 29.12 | 1 | |
| 30.51 | 1 | |
| 30.87 | 1 | |
| 30.9 | 1 | |
| 31.23 | 1 | |
| 31.81 | 1 | |
| 32.25 | 1 | |
| 32.6 | 1 | |
| 32.64 | 1 | |
| 32.89 | 1 |
| Value | Count | Frequency (%) |
| 67.06 | 1 | |
| 66.96 | 1 | |
| 66.66 | 1 | |
| 66.27 | 1 | |
| 66.26 | 1 | |
| 66.21 | 1 | |
| 66.19 | 1 | |
| 66.16 | 1 | |
| 65.75 | 1 | |
| 65.67 | 1 |
Calories Burned per Week
Real number (ℝ)
High correlation Missing
| Distinct | 948 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 41 |
| Missing (%) | 4.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5487.5348 |
| Minimum | -47.26 |
|---|---|
| Maximum | 13280.06 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | 0.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -47.26 |
|---|---|
| 5-th percentile | 1957.574 |
| Q1 | 3661.94 |
| median | 5168.41 |
| Q3 | 7000.84 |
| 95-th percentile | 10152.875 |
| Maximum | 13280.06 |
| Range | 13327.32 |
| Interquartile range (IQR) | 3338.9 |
Descriptive statistics
| Standard deviation | 2499.7416 |
|---|---|
| Coefficient of variation (CV) | 0.45553089 |
| Kurtosis | -0.026214563 |
| Mean | 5487.5348 |
| Median Absolute Deviation (MAD) | 1660.19 |
| Skewness | 0.53369794 |
| Sum | 5262545.9 |
| Variance | 6248708.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 5 | 0.5% |
| 4460.39 | 2 | 0.2% |
| 4785.35 | 2 | 0.2% |
| 3233.52 | 2 | 0.2% |
| 3694.24 | 2 | 0.2% |
| 7664.95 | 2 | 0.2% |
| 1688.93 | 2 | 0.2% |
| 6919.41 | 2 | 0.2% |
| 5703.67 | 1 | 0.1% |
| 6529.96 | 1 | 0.1% |
| Other values (938) | 938 | |
| (Missing) | 41 | 4.1% |
| Value | Count | Frequency (%) |
| -47.26 | 1 | 0.1% |
| -28.25 | 1 | 0.1% |
| 100 | 5 | |
| 534.26 | 1 | 0.1% |
| 747.94 | 1 | 0.1% |
| 762.5 | 1 | 0.1% |
| 765.89 | 1 | 0.1% |
| 846.38 | 1 | 0.1% |
| 880.5 | 1 | 0.1% |
| 969.23 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 13280.06 | 1 | |
| 13033.62 | 1 | |
| 12616.9 | 1 | |
| 12568.14 | 1 | |
| 12544.94 | 1 | |
| 12429.64 | 1 | |
| 12324.68 | 1 | |
| 12280.77 | 1 | |
| 12106.35 | 1 | |
| 11905.24 | 1 |
Support Cases of Customer
Categorical
Missing
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 22 |
| Missing (%) | 2.2% |
| Memory size | 7.9 KiB |
| 1.0 | |
|---|---|
| 0.0 | |
| 3.0 | |
| 4.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 208 | |
| 0.0 | 202 | |
| 3.0 | 201 | |
| 4.0 | 184 | |
| 2.0 | 183 | |
| (Missing) | 22 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 208 | |
| 0.0 | 202 | |
| 3.0 | 201 | |
| 4.0 | 184 | |
| 2.0 | 183 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1180 | |
| . | 978 | |
| 1 | 208 | 7.1% |
| 3 | 201 | 6.9% |
| 4 | 184 | 6.3% |
| 2 | 183 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2934 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1180 | |
| . | 978 | |
| 1 | 208 | 7.1% |
| 3 | 201 | 6.9% |
| 4 | 184 | 6.3% |
| 2 | 183 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2934 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1180 | |
| . | 978 | |
| 1 | 208 | 7.1% |
| 3 | 201 | 6.9% |
| 4 | 184 | 6.3% |
| 2 | 183 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2934 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1180 | |
| . | 978 | |
| 1 | 208 | 7.1% |
| 3 | 201 | 6.9% |
| 4 | 184 | 6.3% |
| 2 | 183 | 6.2% |
Customer Years
Real number (ℝ)
Missing Zeros
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 22 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7924335 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 149 |
| Zeros (%) | 14.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.9165928 |
|---|---|
| Coefficient of variation (CV) | 0.76905576 |
| Kurtosis | -1.109428 |
| Mean | 3.7924335 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.3405941 |
| Sum | 3709 |
| Variance | 8.5065138 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 149 | |
| 1 | 140 | |
| 3 | 110 | |
| 2 | 106 | |
| 8 | 92 | |
| 4 | 91 | |
| 5 | 82 | |
| 6 | 77 | |
| 7 | 66 | |
| 9 | 60 | |
| Other values (2) | 5 | 0.5% |
| (Missing) | 22 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 149 | |
| 1 | 140 | |
| 2 | 106 | |
| 3 | 110 | |
| 4 | 91 | |
| 5 | 82 | |
| 6 | 77 | |
| 7 | 66 | |
| 8 | 92 | |
| 9 | 60 |
| Value | Count | Frequency (%) |
| 11 | 3 | 0.3% |
| 10 | 2 | 0.2% |
| 9 | 60 | |
| 8 | 92 | |
| 7 | 66 | |
| 6 | 77 | |
| 5 | 82 | |
| 4 | 91 | |
| 3 | 110 | |
| 2 | 106 |
Most current software update
Date
Missing
| Distinct | 393 |
|---|---|
| Distinct (%) | 40.2% |
| Missing | 23 |
| Missing (%) | 2.3% |
| Memory size | 7.9 KiB |
| Minimum | 2023-10-11 00:00:00 |
|---|---|
| Maximum | 2025-01-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Goal of Training
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 50 |
| Missing (%) | 5.0% |
| Memory size | 7.9 KiB |
| Fitness | |
|---|---|
| Recreation | |
| Competition |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 9.2578947 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fitness |
|---|---|
| 2nd row | Fitness |
| 3rd row | Competition |
| 4th row | Recreation |
| 5th row | Recreation |
Common Values
| Value | Count | Frequency (%) |
| Fitness | 332 | |
| Recreation | 327 | |
| Competition | 291 | |
| (Missing) | 50 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fitness | 332 | |
| recreation | 327 | |
| competition | 291 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1277 | |
| i | 1241 | |
| t | 1241 | |
| n | 950 | |
| o | 909 | |
| s | 664 | |
| F | 332 | 3.8% |
| R | 327 | 3.7% |
| c | 327 | 3.7% |
| r | 327 | 3.7% |
| Other values (4) | 1200 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8795 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1277 | |
| i | 1241 | |
| t | 1241 | |
| n | 950 | |
| o | 909 | |
| s | 664 | |
| F | 332 | 3.8% |
| R | 327 | 3.7% |
| c | 327 | 3.7% |
| r | 327 | 3.7% |
| Other values (4) | 1200 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8795 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1277 | |
| i | 1241 | |
| t | 1241 | |
| n | 950 | |
| o | 909 | |
| s | 664 | |
| F | 332 | 3.8% |
| R | 327 | 3.7% |
| c | 327 | 3.7% |
| r | 327 | 3.7% |
| Other values (4) | 1200 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8795 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1277 | |
| i | 1241 | |
| t | 1241 | |
| n | 950 | |
| o | 909 | |
| s | 664 | |
| F | 332 | 3.8% |
| R | 327 | 3.7% |
| c | 327 | 3.7% |
| r | 327 | 3.7% |
| Other values (4) | 1200 |
Preferred Training Daytime
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 46 |
| Missing (%) | 4.6% |
| Memory size | 7.9 KiB |
| Morning | |
|---|---|
| Evening | |
| Afternoon |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.6268344 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Evening |
|---|---|
| 2nd row | Evening |
| 3rd row | Afternoon |
| 4th row | Evening |
| 5th row | Morning |
Common Values
| Value | Count | Frequency (%) |
| Morning | 334 | |
| Evening | 321 | |
| Afternoon | 299 | |
| (Missing) | 46 | 4.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| morning | 334 | |
| evening | 321 | |
| afternoon | 299 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1908 | |
| o | 932 | |
| i | 655 | 9.0% |
| g | 655 | 9.0% |
| r | 633 | 8.7% |
| e | 620 | 8.5% |
| M | 334 | 4.6% |
| E | 321 | 4.4% |
| v | 321 | 4.4% |
| A | 299 | 4.1% |
| Other values (2) | 598 | 8.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7276 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1908 | |
| o | 932 | |
| i | 655 | 9.0% |
| g | 655 | 9.0% |
| r | 633 | 8.7% |
| e | 620 | 8.5% |
| M | 334 | 4.6% |
| E | 321 | 4.4% |
| v | 321 | 4.4% |
| A | 299 | 4.1% |
| Other values (2) | 598 | 8.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7276 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1908 | |
| o | 932 | |
| i | 655 | 9.0% |
| g | 655 | 9.0% |
| r | 633 | 8.7% |
| e | 620 | 8.5% |
| M | 334 | 4.6% |
| E | 321 | 4.4% |
| v | 321 | 4.4% |
| A | 299 | 4.1% |
| Other values (2) | 598 | 8.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7276 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1908 | |
| o | 932 | |
| i | 655 | 9.0% |
| g | 655 | 9.0% |
| r | 633 | 8.7% |
| e | 620 | 8.5% |
| M | 334 | 4.6% |
| E | 321 | 4.4% |
| v | 321 | 4.4% |
| A | 299 | 4.1% |
| Other values (2) | 598 | 8.2% |
Subscription Type
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 23 |
| Missing (%) | 2.3% |
| Memory size | 7.9 KiB |
| Free | |
|---|---|
| Premium | |
| Basic |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 5.3346981 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Free |
|---|---|
| 2nd row | Premium |
| 3rd row | Free |
| 4th row | Premium |
| 5th row | Basic |
Common Values
| Value | Count | Frequency (%) |
| Free | 341 | |
| Premium | 334 | |
| Basic | 302 | |
| (Missing) | 23 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| free | 341 | |
| premium | 334 | |
| basic | 302 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1016 | |
| r | 675 | |
| m | 668 | |
| i | 636 | |
| F | 341 | 6.5% |
| P | 334 | 6.4% |
| u | 334 | 6.4% |
| B | 302 | 5.8% |
| a | 302 | 5.8% |
| s | 302 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1016 | |
| r | 675 | |
| m | 668 | |
| i | 636 | |
| F | 341 | 6.5% |
| P | 334 | 6.4% |
| u | 334 | 6.4% |
| B | 302 | 5.8% |
| a | 302 | 5.8% |
| s | 302 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1016 | |
| r | 675 | |
| m | 668 | |
| i | 636 | |
| F | 341 | 6.5% |
| P | 334 | 6.4% |
| u | 334 | 6.4% |
| B | 302 | 5.8% |
| a | 302 | 5.8% |
| s | 302 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1016 | |
| r | 675 | |
| m | 668 | |
| i | 636 | |
| F | 341 | 6.5% |
| P | 334 | 6.4% |
| u | 334 | 6.4% |
| B | 302 | 5.8% |
| a | 302 | 5.8% |
| s | 302 | 5.8% |
Color of Watch
Categorical
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 54 |
| Missing (%) | 5.4% |
| Memory size | 7.9 KiB |
| Black | |
|---|---|
| White |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | White |
|---|---|
| 2nd row | Black |
| 3rd row | White |
| 4th row | Black |
| 5th row | Black |
Common Values
| Value | Count | Frequency (%) |
| Black | 691 | |
| White | 255 | 25.5% |
| (Missing) | 54 | 5.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| black | 691 | |
| white | 255 | 27.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 691 | |
| l | 691 | |
| a | 691 | |
| c | 691 | |
| k | 691 | |
| W | 255 | 5.4% |
| h | 255 | 5.4% |
| i | 255 | 5.4% |
| t | 255 | 5.4% |
| e | 255 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 691 | |
| l | 691 | |
| a | 691 | |
| c | 691 | |
| k | 691 | |
| W | 255 | 5.4% |
| h | 255 | 5.4% |
| i | 255 | 5.4% |
| t | 255 | 5.4% |
| e | 255 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 691 | |
| l | 691 | |
| a | 691 | |
| c | 691 | |
| k | 691 | |
| W | 255 | 5.4% |
| h | 255 | 5.4% |
| i | 255 | 5.4% |
| t | 255 | 5.4% |
| e | 255 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 691 | |
| l | 691 | |
| a | 691 | |
| c | 691 | |
| k | 691 | |
| W | 255 | 5.4% |
| h | 255 | 5.4% |
| i | 255 | 5.4% |
| t | 255 | 5.4% |
| e | 255 | 5.4% |
Synchronisation
Boolean
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 50 |
| Missing (%) | 5.0% |
| Memory size | 2.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 50 |
| Value | Count | Frequency (%) |
| True | 840 | |
| False | 110 | 11.0% |
| (Missing) | 50 | 5.0% |
User of latest model
Categorical
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 22 |
| Missing (%) | 2.2% |
| Memory size | 7.9 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 573 | |
| 1.0 | 405 | |
| (Missing) | 22 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 573 | |
| 1.0 | 405 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1551 | |
| . | 978 | |
| 1 | 405 | 13.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2934 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1551 | |
| . | 978 | |
| 1 | 405 | 13.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2934 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1551 | |
| . | 978 | |
| 1 | 405 | 13.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2934 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1551 | |
| . | 978 | |
| 1 | 405 | 13.8% |
Interactions
Correlations
| 10k Running Time Prediction | Age of customer | Biking Hours per Week | Calories Burned per Week | Color of Watch | Ctry | Customer Years | Goal of Training | Preferred Training Daytime | Running Hours per Week | Sex | Subscription Type | Support Cases of Customer | Swimming Hours per Week | Synchronisation | Total Training Hours per Week | Town | User of latest model | VO2 Max | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10k Running Time Prediction | 1.000 | 0.743 | -0.165 | -0.336 | 0.052 | 0.044 | -0.016 | 0.202 | 0.051 | -0.413 | 0.053 | 0.015 | 0.062 | -0.196 | 0.077 | -0.362 | 0.057 | 0.378 | -0.843 |
| Age of customer | 0.743 | 1.000 | 0.006 | -0.011 | 0.000 | 0.033 | 0.151 | 0.025 | 0.073 | -0.013 | 0.000 | 0.062 | 0.057 | -0.066 | 0.046 | -0.023 | 0.044 | 0.390 | -0.749 |
| Biking Hours per Week | -0.165 | 0.006 | 1.000 | 0.794 | 0.000 | 0.000 | 0.008 | 0.345 | 0.018 | 0.134 | 0.038 | 0.000 | 0.000 | 0.111 | 0.000 | 0.803 | 0.019 | 0.237 | 0.271 |
| Calories Burned per Week | -0.336 | -0.011 | 0.794 | 1.000 | 0.020 | 0.000 | 0.035 | 0.398 | 0.056 | 0.549 | 0.074 | 0.022 | 0.056 | 0.438 | 0.046 | 0.966 | 0.067 | 0.281 | 0.334 |
| Color of Watch | 0.052 | 0.000 | 0.000 | 0.020 | 1.000 | 0.068 | 0.000 | 0.036 | 0.016 | 0.090 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 |
| Ctry | 0.044 | 0.033 | 0.000 | 0.000 | 0.068 | 1.000 | 0.000 | 0.031 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 0.064 | 0.041 | 0.812 | 0.307 | 0.040 |
| Customer Years | -0.016 | 0.151 | 0.008 | 0.035 | 0.000 | 0.000 | 1.000 | 0.043 | 0.000 | 0.031 | 0.000 | 0.000 | 0.040 | 0.047 | 0.000 | 0.029 | 0.000 | 0.171 | 0.015 |
| Goal of Training | 0.202 | 0.025 | 0.345 | 0.398 | 0.036 | 0.031 | 0.043 | 1.000 | 0.000 | 0.294 | 0.031 | 0.000 | 0.000 | 0.263 | 0.000 | 0.352 | 0.034 | 0.233 | 0.154 |
| Preferred Training Daytime | 0.051 | 0.073 | 0.018 | 0.056 | 0.016 | 0.028 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.068 | 0.000 | 0.050 | 0.067 | 0.058 | 0.100 | 0.046 | 0.036 |
| Running Hours per Week | -0.413 | -0.013 | 0.134 | 0.549 | 0.090 | 0.000 | 0.031 | 0.294 | 0.000 | 1.000 | 0.046 | 0.000 | 0.044 | 0.120 | 0.000 | 0.568 | 0.000 | 0.184 | 0.197 |
| Sex | 0.053 | 0.000 | 0.038 | 0.074 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.046 | 1.000 | 0.030 | 0.023 | 0.000 | 0.000 | 0.000 | 0.024 | 0.020 | 0.000 |
| Subscription Type | 0.015 | 0.062 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.068 | 0.000 | 0.030 | 1.000 | 0.000 | 0.000 | 0.045 | 0.000 | 0.000 | 0.093 | 0.000 |
| Support Cases of Customer | 0.062 | 0.057 | 0.000 | 0.056 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.044 | 0.023 | 0.000 | 1.000 | 0.022 | 0.000 | 0.000 | 0.032 | 0.115 | 0.054 |
| Swimming Hours per Week | -0.196 | -0.066 | 0.111 | 0.438 | 0.000 | 0.059 | 0.047 | 0.263 | 0.050 | 0.120 | 0.000 | 0.000 | 0.022 | 1.000 | 0.000 | 0.446 | 0.039 | 0.192 | 0.232 |
| Synchronisation | 0.077 | 0.046 | 0.000 | 0.046 | 0.000 | 0.064 | 0.000 | 0.000 | 0.067 | 0.000 | 0.000 | 0.045 | 0.000 | 0.000 | 1.000 | 0.082 | 0.000 | 0.049 | 0.050 |
| Total Training Hours per Week | -0.362 | -0.023 | 0.803 | 0.966 | 0.000 | 0.041 | 0.029 | 0.352 | 0.058 | 0.568 | 0.000 | 0.000 | 0.000 | 0.446 | 0.082 | 1.000 | 0.068 | 0.277 | 0.357 |
| Town | 0.057 | 0.044 | 0.019 | 0.067 | 0.012 | 0.812 | 0.000 | 0.034 | 0.100 | 0.000 | 0.024 | 0.000 | 0.032 | 0.039 | 0.000 | 0.068 | 1.000 | 0.304 | 0.072 |
| User of latest model | 0.378 | 0.390 | 0.237 | 0.281 | 0.000 | 0.307 | 0.171 | 0.233 | 0.046 | 0.184 | 0.020 | 0.093 | 0.115 | 0.192 | 0.049 | 0.277 | 0.304 | 1.000 | 0.378 |
| VO2 Max | -0.843 | -0.749 | 0.271 | 0.334 | 0.000 | 0.040 | 0.015 | 0.154 | 0.036 | 0.197 | 0.000 | 0.000 | 0.054 | 0.232 | 0.050 | 0.357 | 0.072 | 0.378 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| ID | Age of customer | Sex | Ctry | Town | Swimming Hours per Week | Biking Hours per Week | Running Hours per Week | Total Training Hours per Week | VO2 Max | 10k Running Time Prediction | Calories Burned per Week | Support Cases of Customer | Customer Years | Most current software update | Goal of Training | Preferred Training Daytime | Subscription Type | Color of Watch | Synchronisation | User of latest model | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | C0001 | 61.0 | Other | UK | Birmingham | 2.52 | 0.10 | 1.78 | 4.40 | 23.0800 | 60.72 | 2329.95 | 2.0 | 1.0 | 2024-07-22 | Fitness | Evening | Free | White | Yes | 1.0 |
| 1 | C0003 | 57.0 | Other | Australia | Sydney | 1.55 | 10.01 | 4.57 | 16.13 | 39.0400 | 54.37 | 7904.93 | 2.0 | 1.0 | 2024-05-11 | Fitness | Evening | Premium | Black | Yes | 0.0 |
| 2 | C0004 | 30.0 | Other | India | Bangalore | 1.19 | 12.04 | 8.64 | 21.87 | 71.5900 | 33.92 | 10839.81 | 2.0 | 0.0 | 2024-08-16 | Competition | Afternoon | Free | White | Yes | 1.0 |
| 3 | C0005 | 21.0 | Male | Germany | Munich | 2.25 | 4.67 | 0.92 | 7.84 | 49.0900 | 44.97 | NaN | 3.0 | 0.0 | 2024-08-11 | Recreation | Evening | Premium | Black | No | 1.0 |
| 4 | C0006 | 63.0 | Male | India | Mumbai | 0.80 | 5.88 | 0.67 | 7.35 | 13.9100 | 62.46 | 3575.96 | 3.0 | 3.0 | 2024-11-18 | Recreation | Morning | Basic | Black | Yes | 0.0 |
| 5 | C0007 | 31.0 | Other | India | Mumbai | 1.01 | 6.74 | 0.56 | 8.30 | 62.3300 | 40.67 | 4127.60 | 2.0 | 7.0 | 2024-08-22 | Recreation | Morning | Basic | Black | Yes | 0.0 |
| 6 | C0008 | 30.0 | Female | UK | NaN | 0.84 | 4.06 | 4.23 | 9.12 | 247.2578 | 36.56 | 4835.71 | 4.0 | 3.0 | 2024-02-03 | Recreation | Afternoon | Free | Black | Yes | 0.0 |
| 7 | C0009 | 44.0 | Other | India | Bangalore | 1.95 | 6.39 | 2.19 | 10.54 | 47.7400 | 45.32 | 5156.95 | 3.0 | 2.0 | 2024-11-11 | Recreation | Afternoon | Basic | Black | Yes | 0.0 |
| 8 | C0010 | 23.0 | Other | USA | New York | 0.00 | 3.04 | 3.89 | 6.93 | 59.1900 | 38.40 | 3705.74 | 2.0 | 1.0 | 2024-07-04 | Recreation | Evening | Free | Black | Yes | 0.0 |
| 9 | C0011 | 34.0 | Other | UK | Birmingham | 0.93 | 6.71 | 2.07 | 9.71 | 59.8800 | 43.36 | 4692.40 | 0.0 | 3.0 | 2024-04-22 | Recreation | Afternoon | Free | White | Yes | 0.0 |
| ID | Age of customer | Sex | Ctry | Town | Swimming Hours per Week | Biking Hours per Week | Running Hours per Week | Total Training Hours per Week | VO2 Max | 10k Running Time Prediction | Calories Burned per Week | Support Cases of Customer | Customer Years | Most current software update | Goal of Training | Preferred Training Daytime | Subscription Type | Color of Watch | Synchronisation | User of latest model | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | C0991 | 28.0 | Female | USA | Chicago | 1.66 | 3.52 | 3.59 | 8.78 | 54.64 | 38.94 | 4570.56 | 4.0 | 7.0 | 2023-12-28 | Fitness | Evening | Free | Black | Yes | 0.0 |
| 991 | C0992 | 45.0 | Other | India | Bangalore | 3.18 | 10.77 | 1.86 | 15.81 | 56.39 | 41.58 | 8139.92 | 1.0 | 0.0 | 2024-11-03 | Fitness | Morning | Free | Black | No | 0.0 |
| 992 | C0993 | 19.0 | Female | USA | New York | 3.51 | 5.34 | 0.00 | 8.85 | 58.07 | 47.69 | 4704.27 | 1.0 | 1.0 | 2024-11-02 | Recreation | Afternoon | Basic | Black | No | 1.0 |
| 993 | C0994 | 25.0 | Other | USA | New York | 2.59 | 4.00 | 1.15 | 7.74 | 58.31 | 44.48 | 4001.43 | 4.0 | 3.0 | 2024-09-10 | Competition | Afternoon | Basic | White | Yes | 1.0 |
| 994 | C0995 | 46.0 | Female | UK | London | 2.77 | 1.29 | 2.06 | 6.12 | 49.05 | 44.21 | 3088.67 | 1.0 | 6.0 | 2023-11-18 | Recreation | Evening | Basic | White | Yes | 0.0 |
| 995 | C0996 | 28.0 | Female | Australia | Brisbane | 2.38 | 0.28 | 2.79 | 5.46 | 61.05 | 40.38 | 2589.77 | 0.0 | 3.0 | 2024-01-09 | Recreation | Morning | Premium | Black | Yes | 0.0 |
| 996 | C0997 | 54.0 | Female | Australia | Melbourne | 1.80 | 4.45 | 1.35 | 7.61 | 34.50 | 56.38 | 4104.15 | 0.0 | 3.0 | 2024-11-09 | Recreation | Afternoon | Free | Black | Yes | 0.0 |
| 997 | C0998 | 35.0 | Other | USA | New York | 3.91 | 0.57 | 5.57 | 10.05 | 58.63 | 37.27 | 5078.45 | 4.0 | 6.0 | 2024-08-27 | Fitness | Afternoon | Premium | Black | Yes | 1.0 |
| 998 | C0999 | 31.0 | Other | Germayn | Berlin | 0.36 | 4.63 | 5.16 | 10.15 | 66.46 | 37.98 | 5184.27 | 3.0 | 3.0 | 2024-06-19 | Fitness | Evening | Free | Black | NaN | 1.0 |
| 999 | C1000 | 27.0 | Male | India | Mumbai | 0.43 | 7.46 | 5.55 | 13.44 | 61.81 | 36.07 | 6827.69 | 0.0 | 7.0 | 2024-06-04 | Fitness | Afternoon | Premium | Black | Yes | 0.0 |
Duplicate rows
Most frequently occurring
| ID | Age of customer | Sex | Ctry | Town | Swimming Hours per Week | Biking Hours per Week | Running Hours per Week | Total Training Hours per Week | VO2 Max | 10k Running Time Prediction | Calories Burned per Week | Support Cases of Customer | Customer Years | Most current software update | Goal of Training | Preferred Training Daytime | Subscription Type | Color of Watch | Synchronisation | User of latest model | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 21 |
| 0 | C0640 | 29.0 | Other | Australia | Melbourne | 5.06 | 1.44 | 0.25 | 6.75 | 54.86 | 43.60 | 3233.52 | 0.0 | 3.0 | 2024-11-22 | Fitness | Evening | Basic | Black | Yes | 0.0 | 2 |
| 1 | C0708 | 55.0 | Other | UK | Birmingham | 0.40 | 5.89 | 2.07 | 8.37 | 40.73 | 51.15 | 4460.39 | 0.0 | 7.0 | 2024-10-09 | Recreation | Morning | Premium | White | No | 0.0 | 2 |